{"id":"W7098129401","doi":"","title":"Fred Brauer (University of British Columbia),","year":2009,"lang":"en","type":"article","venue":"","topic":"Mathematical and Theoretical Epidemiology and Ecology Models","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Population; Biological dispersal; Scale (ratio); Work (physics); Mathematical modelling of infectious disease; Population biology; Dynamics (music); Bridge (graph theory)","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0004705902,0.0007063713,0.0005564682,0.001200026,0.002092566,0.003608085,0.0009345244,0.001866717,0.4212159],"category_scores_gemma":[0.001670699,0.0003595924,0.0002909737,0.001271918,0.0006433345,0.001462586,0.001342604,0.001642388,0.1723045],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006141887,"about_ca_system_score_gemma":0.006997176,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.2101494,"about_ca_topic_score_gemma":0.4222299,"domain_scores_codex":[0.9995303,0.00003771617,0.00002127378,0.0001197138,0.000210246,0.00008077245],"domain_scores_gemma":[0.9990796,0.0001150832,0.00004338576,0.00009009624,0.0003653154,0.0003066398],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004151401,0.00003304916,0.0006444485,0.00009902854,0.000006870797,0.0001766965,0.00008469391,0.0001802561,0.0003105429,0.01981887,0.8177516,0.1608524],"study_design_scores_gemma":[0.000004702623,0.000004050042,0.0009822114,0.0001005548,0.000002926811,0.00006058219,0.00005617436,0.0001222653,0.0001246165,0.001642086,0.9968932,0.000006637671],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.002477713,0.02642919,0.00238645,0.02183647,0.00293299,0.00006205911,0.009110749,0.001007351,0.933757],"genre_scores_gemma":[0.004931278,0.005122624,0.001018075,0.0009522198,0.00009515113,0.00001941567,0.001119559,0.0001172508,0.9866245],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.5787841,"threshold_uncertainty_score":0.8255652,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01427184845598356,"score_gpt":0.228257365242072,"score_spread":0.2139855167860885,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}